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Multimedia quality evaluation method, device, equipment and storage medium

A quality assessment and multimedia technology, applied in the communication field, can solve problems such as poor adaptability, poor flexibility, and reduced evaluation ability, and achieve the effect of improving flexibility

Active Publication Date: 2021-12-10
MIGU CO LTD +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] However, the above-mentioned machine learning models are usually trained offline and then deployed online. When the feature data input in real time changes, its evaluation ability will also decrease, so the adaptability and flexibility are poor.

Method used

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  • Multimedia quality evaluation method, device, equipment and storage medium
  • Multimedia quality evaluation method, device, equipment and storage medium
  • Multimedia quality evaluation method, device, equipment and storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0029] figure 1 A flow chart of the multimedia quality assessment method provided by Embodiment 1 of the present invention is shown. like figure 1 As shown, the method includes the following steps:

[0030] Step S110, acquiring characteristic data of the multimedia to be evaluated as training data; wherein, the characteristic data is data captured according to configuration parameters during transmission of the multimedia to be evaluated.

[0031] The execution subject of this embodiment may be a server, which integrates the multimedia quality evaluation device disclosed in the embodiment of the present invention, and the device may be implemented by software or hardware.

[0032] Wherein, the multimedia to be evaluated may be any one of audio, video, and image. The feature data is the data captured according to the configuration parameters during the transmission of the multimedia to be evaluated. Specifically, the client or the forwarding node (for example, a forwarding ...

Embodiment 2

[0073] image 3 A flow chart of the multimedia quality assessment method provided by Embodiment 2 of the present invention is shown. like image 3 As shown, the method includes the following steps:

[0074] Step S210 , acquiring data captured according to configuration parameters during the multimedia transmission process to be evaluated, and performing data cleaning to extract characteristic data.

[0075] Step S220, classify the characteristic data, and input the classified characteristic data into the combined evaluation system.

[0076] For example, it can be divided into multimedia data, buried point quality parameters, network index parameters, etc.

[0077] Step S230, determine whether the classified feature data has changed, if there is a change, execute step S240, if not, execute step S250.

[0078] Step S240, load the corresponding single evaluation model, optimize and update the single evaluation model according to the changed feature data, and execute step S25...

Embodiment 3

[0083] Figure 4 A flow chart of the multimedia quality assessment method provided by Embodiment 3 of the present invention is shown. This embodiment is suitable for Figure 5 In the application scenario shown, the application scenario includes a client, a forwarding server, and a business backend server. like Figure 4 As shown, the method includes the following steps:

[0084] Step S310, the business personnel configure the parameters to be collected, and the client and forwarding server hot-update the configuration parameters.

[0085] Wherein, the configuration parameters include at least one of client buried point data, client performance parameters and forwarding node performance parameters, and the client buried point data, client performance parameters and forwarding node performance parameters refer to the relevant description in the first embodiment above for details .

[0086] Specifically, business personnel configure new evaluation reference data, that is, pa...

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Abstract

The invention discloses a multimedia quality evaluation method, a device, equipment and a storage medium. The multimedia quality evaluation method comprises the steps of obtaining feature data of to-be-evaluated multimedia as training data; the feature data are data captured according to the configuration parameters in the transmission process of the to-be-evaluated multimedia; training each single evaluation model according to the corresponding available training data, and combining the single evaluation models as a combined evaluation system; and inputting the feature data into a combination evaluation system, and outputting a final score based on the combination evaluation system. The data captured according to the configuration parameters in the transmission process of the to-be-evaluated multimedia are acquired as the training data, the evaluation model is trained online, the tedious process of offline data training and redeployment is not needed, the flexibility of model training is improved. Compared with the method for evaluating the multimedia quality by using a single evaluation model, the quality score is output in a combined evaluation system mode, so that the quality of the multimedia can be reflected more truly.

Description

technical field [0001] The present invention relates to the field of communication technology, in particular to a multimedia quality evaluation method, device, equipment and storage medium. Background technique [0002] With the development of network technology and the arrival of the multimedia era, various multimedia processing and communication technologies emerge in an endless stream. Due to the large amount of multimedia business data, high real-time requirements, and strong user sensitivity, in order to ensure a good quality of service experience, multimedia quality Evaluation is of great significance to manufacturers and operators of multimedia communication equipment. [0003] In the prior art, a machine learning model is usually used to evaluate the quality of multimedia. For example, multiple feature data in the multimedia are designated as parameter indicators, and the multimedia and corresponding parameter indicators are input into the machine learning model, and...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): H04N17/00H04L12/24G06Q10/06G06K9/62
CPCH04N17/004G06Q10/06393H04L43/55G06F18/2113G06F18/2155G06F18/214Y02P90/30
Inventor 张智超孙兴单华琦董乔王雷马保宏
Owner MIGU CO LTD
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